A Computational Approach to Edge Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Scale-Space and Edge Detection Using Anisotropic Diffusion
IEEE Transactions on Pattern Analysis and Machine Intelligence
Constrained Restoration and the Recovery of Discontinuities
IEEE Transactions on Pattern Analysis and Machine Intelligence
Nonlinear total variation based noise removal algorithms
Proceedings of the eleventh annual international conference of the Center for Nonlinear Studies on Experimental mathematics : computational issues in nonlinear science: computational issues in nonlinear science
Recovering high dynamic range radiance maps from photographs
Proceedings of the 24th annual conference on Computer graphics and interactive techniques
Gradient domain high dynamic range compression
Proceedings of the 29th annual conference on Computer graphics and interactive techniques
Fast bilateral filtering for the display of high-dynamic-range images
Proceedings of the 29th annual conference on Computer graphics and interactive techniques
Motion Deblurring and Super-resolution from an Image Sequence
ECCV '96 Proceedings of the 4th European Conference on Computer Vision-Volume II - Volume II
Bilateral Filtering for Gray and Color Images
ICCV '98 Proceedings of the Sixth International Conference on Computer Vision
Digital photography with flash and no-flash image pairs
ACM SIGGRAPH 2004 Papers
Flash photography enhancement via intrinsic relighting
ACM SIGGRAPH 2004 Papers
Two motion-blurred images are better than one
Pattern Recognition Letters - Special issue: In memoriam Azriel Rosenfeld
A Non-Local Algorithm for Image Denoising
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 2 - Volume 02
Fields of Experts: A Framework for Learning Image Priors
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 2 - Volume 02
Compressing and companding high dynamic range images with subband architectures
ACM SIGGRAPH 2005 Papers
Video enhancement using per-pixel virtual exposures
ACM SIGGRAPH 2005 Papers
Removing camera shake from a single photograph
ACM SIGGRAPH 2006 Papers
Coded exposure photography: motion deblurring using fluttered shutter
ACM SIGGRAPH 2006 Papers
Noise Estimation from a Single Image
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 1
Simultaneous image formation and motion blur restoration via multiple capture
ICASSP '01 Proceedings of the Acoustics, Speech, and Signal Processing, 2001. on IEEE International Conference - Volume 03
Motion deblurring using hybrid imaging
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
ForWaRD: Fourier-wavelet regularized deconvolution for ill-conditioned systems
IEEE Transactions on Signal Processing
Image denoising using scale mixtures of Gaussians in the wavelet domain
IEEE Transactions on Image Processing
ACM SIGGRAPH 2008 papers
ACM SIGGRAPH 2008 papers
High-quality motion deblurring from a single image
ACM SIGGRAPH 2008 papers
Progressive inter-scale and intra-scale non-blind image deconvolution
ACM SIGGRAPH 2008 papers
Image deblurring using corresponding regions
ACM SIGGRAPH 2008 posters
Estimating the 3D direction of a translating camera from a single motion-blurred image
Pattern Recognition Letters
Invertible motion blur in video
ACM SIGGRAPH 2009 papers
ACM SIGGRAPH 2009 papers
ACM SIGGRAPH Asia 2009 papers
Anti-shaking Algorithm for the Mobile Phone Camera in Dim Light Conditions
PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Personal photo enhancement using example images
ACM Transactions on Graphics (TOG)
Image deblurring using inertial measurement sensors
ACM SIGGRAPH 2010 papers
Bayesian blind deconvolution from differently exposed image pairs
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Robust inter-scale non-blind image motion deblurring
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
High-quality non-blind motion deblurring
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Space-variant deblurring using one blurred and one underexposed image
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Motion blur estimation of handheld camera using regular- and short-exposure image pair
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Image enhancement method VIA blur and noisy image fusion
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Low-light imaging method with visible-band and wide-band image pair
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Blind and semi-blind deblurring of natural images
IEEE Transactions on Image Processing
Low-light imaging solutions for mobile devices
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
Restoration of out-of-focus lecture video by automatic slide matching
Proceedings of the international conference on Multimedia
Non-blind image deconvolution with adaptive regularization
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
Analysis of motion blur with a flutter shutter camera for non-linear motion
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Two-phase kernel estimation for robust motion deblurring
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Single image deblurring using motion density functions
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Bayesian blind deconvolution from differently exposed image pairs
IEEE Transactions on Image Processing
Motion deblurring as optimisation
Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing
The social camera: a case-study in contextual image recommendation
Proceedings of the 16th international conference on Intelligent user interfaces
Non-rigid dense correspondence with applications for image enhancement
ACM SIGGRAPH 2011 papers
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
PSO based motion deblurring for single image
Proceedings of the 13th annual conference on Genetic and evolutionary computation
High-quality non-blind image deconvolution with adaptive regularization
Journal of Visual Communication and Image Representation
Image deblurring with matrix regression and gradient evolution
Pattern Recognition
Combining deblurring and denoising for handheld HDR imaging in low light conditions
Computers and Electrical Engineering
Image enhancement of low-light scenes with near-infrared flash images
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part I
An MMSE approach to nonlocal image denoising: Theory and practical implementation
Journal of Visual Communication and Image Representation
Two algorithms for motion estimation from alternate exposure images
Proceedings of the 2010 international conference on Video Processing and Computational Video
Blind image deblurring with modified richardson-lucy deconvolution for ringing artifact suppression
PSIVT'11 Proceedings of the 5th Pacific Rim conference on Advances in Image and Video Technology - Volume Part II
Partially linear estimation with application to image deblurring using blurred/noisy image pairs
LVA/ICA'12 Proceedings of the 10th international conference on Latent Variable Analysis and Signal Separation
Non-uniform Deblurring for Shaken Images
International Journal of Computer Vision
High-quality image deblurring with panchromatic pixels
ACM Transactions on Graphics (TOG)
Restoration of motion blurred document images
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Consistent scene illumination using a chromatic flash
Computational Aesthetics'09 Proceedings of the Fifth Eurographics conference on Computational Aesthetics in Graphics, Visualization and Imaging
Registration Based Non-uniform Motion Deblurring
Computer Graphics Forum
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Blur-Kernel estimation from spectral irregularities
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Recording and playback of camera shake: benchmarking blind deconvolution with a real-world database
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VII
A theoretical analysis of camera response functions in image deblurring
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VII
HDR imaging under non-uniform blurring
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume 2
Near-invariant blur for depth and 2D motion via time-varying light field analysis
ACM Transactions on Graphics (TOG)
Patch mosaic for fast motion deblurring
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
MRF-Based blind image deconvolution
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
Motion-Invariant coding using a programmable aperture camera
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part IV
Optimized hierarchical block matching for fast and accurate image registration
Image Communication
Disparity-based space-variant image deblurring
Image Communication
A no-reference metric for evaluating the quality of motion deblurring
ACM Transactions on Graphics (TOG)
High-quality computational imaging through simple lenses
ACM Transactions on Graphics (TOG)
An efficient natural image deblurring algorithm
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories
Image-pair-based deblurring with spatially varying norms and noisy image updating
Journal of Visual Communication and Image Representation
Robust blind motion deblurring using near-infrared flash image
Journal of Visual Communication and Image Representation
Shape from Sharp and Motion-Blurred Image Pair
International Journal of Computer Vision
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Taking satisfactory photos under dim lighting conditions using a hand-held camera is challenging. If the camera is set to a long exposure time, the image is blurred due to camera shake. On the other hand, the image is dark and noisy if it is taken with a short exposure time but with a high camera gain. By combining information extracted from both blurred and noisy images, however, we show in this paper how to produce a high quality image that cannot be obtained by simply denoising the noisy image, or deblurring the blurred image alone. Our approach is image deblurring with the help of the noisy image. First, both images are used to estimate an accurate blur kernel, which otherwise is difficult to obtain from a single blurred image. Second, and again using both images, a residual deconvolution is proposed to significantly reduce ringing artifacts inherent to image deconvolution. Third, the remaining ringing artifacts in smooth image regions are further suppressed by a gain-controlled deconvolution process. We demonstrate the effectiveness of our approach using a number of indoor and outdoor images taken by off-the-shelf hand-held cameras in poor lighting environments.